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com.aiqbee/brain

Aiqbee Brain

AI knowledge graph for architecture, portfolio, and digital strategy management.

JSON report • History API • Manage this server • Global feed
Status
Failing
Score
59.6
Transport
streamable-http
Tools
0

Production readiness

Verdict
Needs remediation
Current validation evidence shows operational or discovery gaps that should be fixed first.
Critical alerts
1
Production verdicts degrade quickly when critical alerts are active.

Evidence confidence

Confidence score
90.0
Based on 20 recent validations, 26 captured checks, and validation age of 0.0 hours.
Live checks captured
26
More direct checks increase trust in the current verdict.
Validation age
0.0h
Lower age means fresher evidence.

Recommended for

Generic Streamable HTTP
Generic Streamable HTTP is marked compatible with score 83.

Client readiness verdicts

Ready for ChatGPT custom connector
Partial
tools/list must succeed.; Transport compliance should be in good shape.
Confidence: high (90.0)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
  • initialize • Auth Required
  • tools_list • Error
  • transport_compliance_probe • Error
  • step_up_auth_probe • Warning
  • connector_replay_probe • Missing — Frozen tool snapshots must survive refresh.
  • request_association_probe • Missing — Roots, sampling, and elicitation should stay request-scoped.
Ready for Claude remote MCP
Blocked
tools/list must succeed.; Transport behavior should match Claude-compatible HTTP expectations.; A useful Claude integration needs at least one exposed tool.
Confidence: high (90.0)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
  • initialize • Auth Required
  • tools_list • Error
  • transport_compliance_probe • Error
Unsafe for write actions
No
Current write surface is bounded enough for cautious review.
Confidence: high (90.0)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history
Disagreements: none
  • action_safety_probe • OK
Snapshot churn risk
Low
No material tool-surface churn detected in the latest comparison.
Confidence: high (90.0)
Evidence provenance
Winner: history
Supporting sources: history, live_validation
Disagreements: none
  • tool_snapshot_probe • Missing
  • connector_replay_probe • Missing

Why not ready by client

ChatGPT custom connector
Partial
Remediation checklist
  • No explicit blockers recorded.
Claude remote MCP
Blocked
Remediation checklist
  • No explicit blockers recorded.
Write-safe publishing
Ready
Remediation checklist
  • No explicit blockers recorded.

Verdict traces

Production verdict
Needs remediation
Current validation evidence shows operational or discovery gaps that should be fixed first.
Confidence: high (90.0)
Winning source: live_validation
Triggering alerts
  • server_failing • critical • Latest validation is failing
Client verdict trace table
VerdictStatusChecksWinning sourceConflicts
openai_connectors Partial initialize, tools_list, transport_compliance_probe, step_up_auth_probe, connector_replay_probe, request_association_probe live_validation none
claude_desktop Blocked initialize, tools_list, transport_compliance_probe live_validation none
unsafe_for_write_actions No action_safety_probe live_validation none
snapshot_churn_risk Low tool_snapshot_probe, connector_replay_probe history none

Publishability policy profiles

ChatGPT custom connector publishability
Caution
tools/list must succeed.; Transport compliance should be in good shape.
  • Search Fetch Only: No
  • Write Actions Present: No
  • Oauth Configured: Yes
  • Admin Refresh Required: No
  • Safe For Company Knowledge: No
  • Safe For Messages Api Remote Mcp: No
Claude remote MCP publishability
Caution
tools/list must succeed.; Transport behavior should match Claude-compatible HTTP expectations.; A useful Claude integration needs at least one exposed tool.
  • Search Fetch Only: No
  • Write Actions Present: No
  • Oauth Configured: Yes
  • Admin Refresh Required: No
  • Safe For Company Knowledge: No
  • Safe For Messages Api Remote Mcp: No

Compatibility fixtures

ChatGPT custom connector fixture
Degraded
tools/list must succeed.; Transport compliance should be in good shape.
  • remote_http_endpoint: Passes
  • oauth_discovery: Passes
  • frozen_tool_snapshot_refresh: Passes
  • request_association: Passes
Anthropic remote MCP fixture
Degraded
tools/list must succeed.; Transport behavior should match Claude-compatible HTTP expectations.; A useful Claude integration needs at least one exposed tool.
  • remote_transport: Passes
  • tool_discovery: Likely to fail
  • auth_connect: Passes
  • safe_write_review: Passes

Authenticated validation sessions

Latest profile
remote_mcp
Authenticated session used
✕
Public score isolation
✓
Preview endpoint
/v1/verify
CI preview endpoint
/v1/ci/preview

Public server reputation

Validation success 7d
0.0
Validation success 30d
0.0
Mean time to recover
n/a
Breaking diffs 30d
0
Registry drift frequency 30d
0
Snapshot changes 30d
0

Incident & change feed

TimestampEventDetails
May 04, 2026 06:46:19 AM UTC Latest validation: failing Score 59.6 with status failing.
May 04, 2026 06:38:08 AM UTC Score changed Score delta +0.0 versus the previous run.

Capabilities

Use-case taxonomy
development

Security posture

Tools analyzed
0
High-risk tools
0
Destructive tools
0
Exec tools
0
Egress tools
0
Secret tools
0
Bulk-access tools
0
Risk distribution
none

Tool capability & risk inventory

No tool inventory available from the latest validation run.

Write-action governance

Governance status
OK
Safe to publish
✓
Auth boundary
oauth_or_auth_required
Blast radius
Low
High-risk tools
0
Confirmation signals
none
Safeguard count
0

Status detail: No unsafe write-action governance gaps detected on the latest validation.

ToolRiskFlagsSafeguards
No high-risk tools were detected on the latest run.

Action-controls diff

Need at least two validation runs before diffing action controls.

Why this score?

Access & Protocol
30.5/44
Connectivity, auth, and transport expectations for common clients.
Interface Quality
19.33/56
How well the tool/resource interface communicates and behaves under automation.
Security Posture
25/36
How safely the exposed tool surface handles destructive actions, egress, execution, secrets, and risky inputs.
Reliability & Trust
16.17/24
Operational stability, consistency, and trustworthiness over time.
Discovery & Governance
19/28
How well the server is documented, listed, and governed in public registries.
Adoption & Market
6.92/8
Adoption clues and public evidence that the server is intended for external use.

Algorithmic score breakdown

Auth Operability
4/4
Measures whether auth discovery and protected access behave predictably for clients.
Error Contract Quality
1.8/4
Grades machine-readable error structure, status alignment, and remediation hints.
Rate-Limit Semantics
2/4
Checks whether quota/throttle responses are deterministic and automation-friendly.
Schema Completeness
0/4
Completeness of tool descriptions, parameter docs, examples, and schema shape.
Backward Compatibility
4/4
Stability score across tool schema/name drift relative to prior validations.
SLO Health
1.3/4
Availability, latency, and burst-failure profile across recent validation history.
Security Hygiene
2/4
HTTPS posture, endpoint hygiene, and response-surface hardening checks.
Task Success
3.3/4
Can an agent reliably initialize, enumerate tools, and execute core MCP flows?
Trust Confidence
2/4
Confidence-adjusted reliability score that penalizes low evidence volume.
Abuse/Noise Resilience
2.5/4
How well the server preserves core behavior in the presence of noisy traffic patterns.
Prompt Contract
3/4
Quality of prompt metadata, argument shape, and prompt discoverability for clients.
Resource Contract
2/4
How completely resources and resource templates describe URIs, types, and usage shape.
Discovery Metadata
2/4
Homepage, docs, icon, repository, support, and license coverage for directory consumers.
Registry Consistency
2/4
Agreement between stored registry metadata, live server-card data, and current validation output.
Installability
2/4
How cleanly a real client can connect, initialize, enumerate tools, and proceed through auth.
Session Semantics
3.5/4
Determinism and state behavior across repeated MCP calls, including sticky-session surprises.
Tool Surface Design
0/4
Naming clarity, schema ergonomics, and parameter complexity across the tool surface.
Result Shape Stability
0/4
Stability of declared output schemas across validations, with penalties for drift or missing shapes.
OAuth Interop
4/4
Depth and client compatibility of OAuth/OIDC metadata beyond the minimal protected-resource check.
Recovery Semantics
1.5/4
Whether failures include actionable machine-readable next steps such as retry or upgrade guidance.
Maintenance Signal
3/4
Versioning, update recency, and historical validation cadence that indicate active stewardship.
Adoption Signal
3/4
Directory presence and distribution clues that suggest the server is intended for external use.
Freshness Confidence
3/4
Confidence that recent validations are current enough and dense enough to trust operationally.
Transport Fidelity
3/4
Whether declared transport metadata matches the observed endpoint behavior and response formats.
Spec Recency
2/4
How close the server’s claimed MCP protocol version is to the latest known public revision.
Session Resume
3/4
Whether Streamable HTTP session identifiers and resumed requests behave cleanly for real clients.
Step-Up Auth
3/4
Whether OAuth metadata and WWW-Authenticate challenges support granular, incremental consent instead of broad upfront scopes.
Transport Compliance
0/4
Checks session headers, protocol-version enforcement, session teardown, and expired-session behavior.
Utility Coverage
3/4
Signals support for completions, pagination, and task-oriented utility surfaces that larger clients increasingly expect.
Advanced Capability Coverage
3/4
Coverage of newer MCP surfaces like roots, sampling, elicitation, structured output, and related metadata.
Connector Publishability
3.9/4
How ready the server looks for client catalogs and managed connector programs.
Tool Snapshot Churn
0/4
Stability of the tool surface across recent validations, including add/remove and output-shape drift.
Connector Replay
3/4
Whether a previously published frozen connector snapshot would remain backward compatible after the latest tool refresh.
Request Association
3/4
Whether roots, sampling, and elicitation appear tied to active client requests instead of arriving unsolicited on idle sessions.
Interactive Flow Safety
4/4
Whether prompts and docs steer users toward safe auth flows instead of pasting secrets directly.
Action Safety
3/4
Risk-weighted view of destructive, exec, egress, and confirmation semantics across the tool surface.
Official Registry Presence
4/4
Whether the server appears directly or indirectly in the official MCP registry.
Provenance Divergence
4/4
How closely official registry metadata, the live server card, and public repo/package signals agree with each other.
Safety Transparency
2/4
Clarity of docs, auth disclosure, support links, and other trust signals visible to integrators.
Tool Capability Clarity
0/4
How clearly the tool surface communicates whether each action reads, writes, deletes, executes, or exports data.
Destructive Operation Safety
3/4
Penalizes delete/revoke/destroy style tools unless auth and safeguards reduce blast radius.
Egress / SSRF Resilience
3/4
Assesses arbitrary URL fetch, crawl, webhook, and remote-request exposure on the tool surface.
Execution / Sandbox Safety
4/4
Evaluates shell, code, script, and command-execution exposure and whether that surface appears contained.
Data Exfiltration Resilience
3/4
Assesses export, dump, backup, and bulk-read behavior against the surrounding auth and safeguard signals.
Least Privilege Scope
3/4
Rewards scoped auth metadata and penalizes broad or missing scopes around privileged tools.
Secret Handling Hygiene
3/4
Assesses secret-bearing tools, token leakage risk, and whether the public surface avoids obvious secret exposure.
Supply Chain Signal
2/4
Public metadata signal for repository, changelog, license, versioning, and recency that supports supply-chain trust.
Input Sanitization Safety
0/4
Penalizes risky freeform string inputs when schemas do not constrain URLs, code, paths, queries, or templates.
Tool Namespace Clarity
0/4
Measures naming uniqueness and ambiguity across the tool namespace to reduce collision and confusion risk.

Compatibility profiles

OpenAI Connectors
77.8
partial
tools/list must succeed.; Transport compliance should be in good shape.
Connector URL: https://mcp.aiqbee.com/mcp
# Complete OAuth in the client when prompted.
# Server: com.aiqbee/brain
Claude Desktop
50.0
blocked
tools/list must succeed.; Transport behavior should match Claude-compatible HTTP expectations.; A useful Claude integration needs at least one exposed tool.
{
  "mcpServers": {
    "brain": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.aiqbee.com/mcp"]
    }
  }
}
Smithery
60.0
partial
Tool discovery must succeed.; Machine-readable failure semantics should be present.
smithery mcp add "https://mcp.aiqbee.com/mcp"
Generic Streamable HTTP
83.3
compatible
tools/list must succeed.
curl -sS https://mcp.aiqbee.com/mcp -H 'content-type: application/json' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"mcp-verify","version":"0.1.0"}}}'

Actionable remediation

SeverityRemediationWhy it mattersRecommended action
Critical Ensure tools/list succeeds consistently Tools discovery is the minimum viable contract for most MCP clients and directories. Make tools/list succeed unauthenticated when possible, or document the auth flow in the server card.
Playbook
  • Make `tools/list` deterministic across repeated calls.
  • Document or relax auth requirements for discovery routes.
  • Check that tool names, descriptions, and schemas remain stable across deploys.
Critical Make initialize deterministic and client-friendly If initialize fails or requires undocumented auth, many MCP clients cannot connect. Allow initialize to succeed consistently, or return a deterministic auth-required response with clear metadata.
Playbook
  • Allow `initialize` to succeed unauthenticated when possible.
  • If auth is required, return a deterministic auth-required response and matching metadata.
  • Retest against `https://mcp.aiqbee.com/mcp` from a clean client session.
Critical Respond to latest validation is failing Core MCP flows did not validate successfully on the latest run. Fix the failing checks first, then revalidate to confirm the recovery path.
Playbook
  • Fix the failing checks first.
  • Review the latest incident feed and validation diff for the first regression.
  • Revalidate once the remediation lands.
High Align session and protocol behavior with Streamable HTTP expectations Clients increasingly rely on MCP-Protocol-Version, session teardown, and expired-session semantics. Align MCP-Protocol-Version, MCP-Session-Id, DELETE teardown, and expired-session handling with the transport spec.
Playbook
  • Return `Mcp-Session-Id` and `Mcp-Protocol-Version` headers consistently on streamable HTTP responses.
  • Honor `DELETE` session teardown and return `404` when a deleted session is reused.
  • Reject invalid protocol-version headers with `400 Bad Request`.
High Associate roots, sampling, and elicitation with active client requests Modern MCP guidance expects roots, sampling, and elicitation traffic to be tied to an active client request instead of arriving unsolicited on idle sessions. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
High Keep connector refreshes backward compatible Managed connector clients freeze tool snapshots, so removed tools, new required args, and breaking output changes can break published integrations after refresh. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
Medium Adopt a current MCP protocol revision Older protocol revisions reduce compatibility with newer clients and registry programs. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
Medium Close connector-publishing gaps Connector catalogs care about protocol recency, session behavior, auth clarity, and tool-surface stability. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
Medium Document minimal scopes and return cleaner auth challenges Modern clients expect granular scopes and step-up auth signals such as WWW-Authenticate scope hints. Return granular scopes and WWW-Authenticate challenge hints instead of forcing overly broad auth upfront.
Playbook
  • Advertise the narrowest viable scopes in OAuth metadata.
  • Return `WWW-Authenticate` challenges with scope or insufficient-scope hints when additional consent is needed.
  • Revalidate with both public discovery and auth-required flows.
Medium Raise Interface Quality score How well the tool/resource interface communicates and behaves under automation. Improve schemas, error contracts, and recovery messages so agents can reason about the surface automatically.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
Medium Reduce tool-surface churn Frequent add/remove or output-shape drift makes published connectors and cached tool snapshots brittle. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
Medium Repair prompts/list or stop advertising prompts Prompt metadata should either work live or be removed from the advertised capability set. Only advertise prompts if prompts/list works and prompt arguments are documented.
Playbook
  • Only advertise prompts that are actually accessible.
  • Add prompt descriptions and argument docs.
  • Run a live `prompts/list` check after any prompt changes.
Medium Repair resources/list or stop advertising resources Resource metadata should either work live or be removed from the advertised capability set. Only advertise resources if resources/list works and resources expose stable URIs/types.
Playbook
  • Only advertise resources with stable URIs and read semantics.
  • Add MIME/type hints where possible.
  • Run a live `resources/list` and `resources/read` check after updates.
Medium Support resumable HTTP sessions cleanly Modern MCP clients increasingly expect resumable session behavior on streamable HTTP transports. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
Low Publish newer MCP capability signals Roots, sampling, elicitation, structured outputs, and related metadata improve client understanding and ranking. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.

Point loss breakdown

ComponentCurrentPoints missing
Transport Compliance 0/4 -4.0
Tool Surface Design 0/4 -4.0
Tool Snapshot Churn 0/4 -4.0
Tool Namespace Clarity 0/4 -4.0
Tool Capability Clarity 0/4 -4.0
Schema Completeness 0/4 -4.0
Result Shape Stability 0/4 -4.0
Input Sanitization Safety 0/4 -4.0
SLO Health 1.3/4 -2.7
Recovery Semantics 1.5/4 -2.5
Error Contract 1.8/4 -2.2
Trust Confidence 2/4 -2.0

Validation diff

Score delta
0
Summary changed
no
Tool delta
0
Prompt delta
0
Auth mode changed
no
Write surface expanded
no
Protocol regressed
no
Registry drift changed
no

Regressed checks: none

Improved checks: none

ComponentPreviousLatestDelta
No component deltas between the latest two runs.

Tool snapshot diff & changelog

Need at least two validation runs before building a tool changelog.

Connector replay

Status
Missing
Backward compatible
✕
Would break after refresh
✕
Added tools
none
Removed tools
none
Additive output changes
none
Required-argument replay breaks
ToolAdded required argsRemoved required args
No required-argument replay breaks detected.
Output-schema replay breaks
ToolRemoved propertiesAdded properties
No output-schema replay breaks detected.

Transport compliance drilldown

Probe status
Error
Transport
streamable-http
Session header
no
Protocol header
no
Bad protocol response
401
DELETE teardown
n/a
Expired session retry
n/a
Last-Event-ID visible
no

Issues: missing_protocol_header, bad_protocol_not_rejected

Request association

Status
Missing
Advertised capabilities
none
Observed idle methods
none
Violating methods
none
Probe HTTP status
n/a
Issues
none

Utility coverage

Probe status
OK
Completions
advertised
Completion probe target: { "argument_name": "brain_id", "name": "brain_overview", "type": "prompt" }
Pagination
supported
No nextCursor evidence.
Tasks
Auth Required
Advertised: no

Benchmark tasks

Benchmark taskStatusEvidence
Discover tools Likely to fail
  • initialize • Auth Required
  • tools_list • Error
Read-only fetch flow Likely to fail
  • resource_read • Missing
  • read_only_tool_surface • Missing
OAuth-required connect Passes
  • oauth_protected_resource • OK
  • step_up_auth_probe • Warning
Safe write flow with confirmation Passes
  • action_safety_probe • OK

Registry & provenance divergence

Probe status
OK
Direct official match
yes
Drift fields
none
FieldRegistryLive server card
Titlen/aAiqbee
Versionn/an/a
Homepagen/ahttps://aiqbee.com

Active alerts

Aliases & registry graph

IdentifierSourceCanonicalScore
com.aiqbee/brain official_registry yes 59.65
github-aiqbee/aiqbee-ai github_topic_registry no 59.69

Alias consolidation

Canonical identifier
com.aiqbee/brain
Duplicate aliases
1
Registry sources
github_topic_registry official_registry
Remote URLs
https://mcp.aiqbee.com/mcp
Homepages
https://mcp.aiqbee.com/mcp
Source disagreements
FieldWhat differsObserved values
Registry source Multiple registries or registry sync paths claim this same canonical server. github_topic_registry official_registry
Registry identifier Different registry-specific identifiers resolve to the same canonical server record here. com.aiqbee/brain github_topic_registry:AIQBee/aiqbee-ai

Install snippets

Openai Connectors
Connector URL: https://mcp.aiqbee.com/mcp
# Complete OAuth in the client when prompted.
# Server: com.aiqbee/brain
Claude Desktop
{
  "mcpServers": {
    "brain": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.aiqbee.com/mcp"]
    }
  }
}
Smithery
smithery mcp add "https://mcp.aiqbee.com/mcp"
Generic Http
curl -sS https://mcp.aiqbee.com/mcp -H 'content-type: application/json' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"mcp-verify","version":"0.1.0"}}}'

Agent access & tool surface

Live server tools
No live tool surface captured yet.
Observed from the latest live validation against https://mcp.aiqbee.com/mcp. This is the target server surface, not Verify's own inspection tools.
Live capability counts
0 tools • 0 prompts • 0 resources
Counts come from the latest tools/list, prompts/list, and resources/list checks.
Inspect with Verify
search_servers recommend_servers get_server_report compare_servers
Use Verify itself to search, recommend, compare, and fetch the full report for com.aiqbee/brain.
Direct machine links
JSON report • Compare this server • Verify MCP API

Claims & monitoring

Server ownership

No verified maintainer claim recorded.

Watch subscriptions
0
Teams: none

Alert routing

Active watches
0
Generic webhooks
0
Slack routes
0
Teams routes
0
Email routes
0
WatchTeamChannelsMinimum severity
No active watch destinations.

Maintainer analytics

Validation Run Count
20
Average Latency Ms
2332.78
Healthy Run Ratio Recent
0.0
Registry Presence Count
2
Active Alert Count
1
Watcher Count
0
Verified Claim
False
Taxonomy Tags
development
Score Trend
59.65, 59.65, 59.65, 59.61, 59.61, 59.61, 59.61, 59.61, 59.61, 59.61
Remediation Count
15
High Risk Tool Count
0
Destructive Tool Count
0
Exec Tool Count
0

Maintainer response quality

Score
16.67
Verified claim
✕
Support contact
✕
Changelog present
✕
Incident notes present
✕
Tool changes documented
✓
Annotation history
✕
Annotation count
0

Maintainer annotations

No maintainer annotations have been recorded yet.

Maintainer rebuttals & expected behavior

No maintainer rebuttals or expected-behavior overrides are recorded yet.

Latest validation evidence

Latest summary
Failing
Validation profile
remote_mcp
Started
May 04, 2026 06:46:16 AM UTC
Latency
2437.7 ms

Failures

Checks

CheckStatusLatencyEvidence
action_safety_probe OK n/a No high-risk write, destructive, or exec tools detected.
advanced_capabilities_probe Warning n/a Only 3 capability signal(s): completions, prompts, resources.
connector_publishability_probe Error n/a Publishability blockers: tools list, protocol version, transport compliance, tool surface.
connector_replay_probe Missing n/a No connector replay evidence recorded.
determinism_probe Missing n/a tools list unavailable
initialize Auth Required 79.8 ms Client error '401 Unauthorized' for url 'https://mcp.aiqbee.com/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401
interactive_flow_probe OK n/a Check completed
oauth_authorization_server OK 80.6 ms authorization_endpoint, code_challenge_methods_supported, grant_types_supported, id_token_signing_alg_values_supported
oauth_protected_resource OK 81.0 ms 1 authorization server(s)
official_registry_probe OK n/a Check completed
openid_configuration OK 81.5 ms authorization_endpoint, claims_supported, code_challenge_methods_supported, grant_types_supported
probe_noise_resilience OK 179.4 ms Fetched https://mcp.aiqbee.com/robots.txt
prompt_get Missing n/a no prompt name
prompts_list Auth Required 331.4 ms Client error '401 Unauthorized' for url 'https://mcp.aiqbee.com/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401
protocol_version_probe Missing n/a No protocol version was advertised.
provenance_divergence_probe OK n/a Check completed
request_association_probe Missing n/a No request-association capabilities were advertised.
resource_read Missing n/a not advertised
resources_list Auth Required 341.9 ms Client error '401 Unauthorized' for url 'https://mcp.aiqbee.com/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401
server_card OK 462.1 ms 6 prompt(s) exposed
session_resume_probe Missing n/a no session id
step_up_auth_probe Warning n/a Scopes=api://9935edc3-c4c8-4cff-b3d9-6089096a9579/user.access, email, offline access, openid, +1 more; step-up challenge hints present.
tool_snapshot_probe Missing n/a no tools
tools_list Error 341.6 ms Client error '401 Unauthorized' for url 'https://mcp.aiqbee.com/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401
transport_compliance_probe Error 318.9 ms Issues: missing protocol header, bad protocol not rejected (bad protocol=401).
utility_coverage_probe OK 81.0 ms Completions advertised; pagination supported; tasks auth required.

Raw evidence view

Show raw JSON evidence 
{
  "checks": {
    "action_safety_probe": {
      "details": {
        "auth_present": true,
        "confirmation_signals": [],
        "safeguard_count": 0,
        "summary": {
          "bulk_access_tools": 0,
          "capability_distribution": {},
          "destructive_tools": 0,
          "egress_tools": 0,
          "exec_tools": 0,
          "high_risk_tools": 0,
          "risk_distribution": {
            "critical": 0,
            "high": 0,
            "low": 0,
            "medium": 0
          },
          "secret_tools": 0,
          "tool_count": 0
        }
      },
      "latency_ms": null,
      "status": "ok"
    },
    "advanced_capabilities_probe": {
      "details": {
        "capabilities": {
          "completions": true,
          "elicitation": false,
          "prompts": true,
          "resource_links": false,
          "resources": true,
          "roots": false,
          "sampling": false,
          "structured_outputs": false
        },
        "enabled": [
          "completions",
          "prompts",
          "resources"
        ],
        "enabled_count": 3,
        "initialize_capability_keys": []
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_publishability_probe": {
      "details": {
        "blockers": [
          "tools_list",
          "protocol_version",
          "transport_compliance",
          "tool_surface"
        ],
        "criteria": {
          "action_safety": true,
          "auth_flow": true,
          "connector_replay": true,
          "initialize": true,
          "protocol_version": false,
          "remote_transport": true,
          "request_association": true,
          "server_card": true,
          "session_resume": true,
          "step_up_auth": true,
          "tool_surface": false,
          "tools_list": false,
          "transport_compliance": false
        },
        "high_risk_tools": 0,
        "tool_count": 0,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "error"
    },
    "connector_replay_probe": {
      "details": {
        "reason": "no_tools"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "determinism_probe": {
      "details": {
        "reason": "tools_list_unavailable"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "initialize": {
      "details": {
        "error": "Client error '401 Unauthorized' for url 'https://mcp.aiqbee.com/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401",
        "headers": {
          "content-type": "application/json",
          "www-authenticate": "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\""
        },
        "http_status": 401,
        "payload": {},
        "url": "https://mcp.aiqbee.com/mcp"
      },
      "latency_ms": 79.84,
      "status": "auth_required"
    },
    "interactive_flow_probe": {
      "details": {
        "oauth_supported": true,
        "prompt_available": false,
        "risk_hits": [],
        "safe_hits": [
          "oauth"
        ]
      },
      "latency_ms": null,
      "status": "ok"
    },
    "oauth_authorization_server": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "authorization_endpoint": "https://mcp.aiqbee.com/authorize",
          "code_challenge_methods_supported": [
            "S256",
            "plain"
          ],
          "grant_types_supported": [
            "authorization_code",
            "refresh_token",
            "client_credentials"
          ],
          "id_token_signing_alg_values_supported": [
            "RS256"
          ],
          "issuer": "https://mcp.aiqbee.com",
          "jwks_uri": "https://login.microsoftonline.com/common/discovery/v2.0/keys",
          "registration_endpoint": "https://mcp.aiqbee.com/register",
          "response_modes_supported": [
            "query",
            "fragment"
          ],
          "response_types_supported": [
            "code"
          ],
          "scopes_supported": [
            "openid",
            "profile",
            "email",
            "offline_access",
            "api://9935edc3-c4c8-4cff-b3d9-6089096a9579/user.access"
          ],
          "subject_types_supported": [
            "pairwise"
          ],
          "token_endpoint": "https://mcp.aiqbee.com/token",
          "token_endpoint_auth_methods_supported": [
            "none",
            "client_secret_basic",
            "client_secret_post"
          ]
        },
        "url": "https://mcp.aiqbee.com/.well-known/oauth-authorization-server"
      },
      "latency_ms": 80.64,
      "status": "ok"
    },
    "oauth_protected_resource": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "authorization_servers": [
            "https://mcp.aiqbee.com"
          ],
          "bearer_methods_supported": [
            "header"
          ],
          "resource": "https://mcp.aiqbee.com",
          "scopes_supported": [
            "openid",
            "profile",
            "email",
            "offline_access",
            "api://9935edc3-c4c8-4cff-b3d9-6089096a9579/user.access"
          ]
        },
        "url": "https://mcp.aiqbee.com/.well-known/oauth-protected-resource"
      },
      "latency_ms": 81.05,
      "status": "ok"
    },
    "official_registry_probe": {
      "details": {
        "direct_match": true,
        "official_peer_count": 1,
        "registry_identifier": "com.aiqbee/brain",
        "registry_source": "official_registry"
      },
      "latency_ms": null,
      "status": "ok"
    },
    "openid_configuration": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "authorization_endpoint": "https://mcp.aiqbee.com/authorize",
          "claims_supported": [
            "sub",
            "iss",
            "aud",
            "exp",
            "iat",
            "name",
            "email",
            "preferred_username",
            "oid",
            "tid"
          ],
          "code_challenge_methods_supported": [
            "S256",
            "plain"
          ],
          "grant_types_supported": [
            "authorization_code",
            "refresh_token",
            "client_credentials"
          ],
          "id_token_signing_alg_values_supported": [
            "RS256"
          ],
          "issuer": "https://mcp.aiqbee.com",
          "jwks_uri": "https://login.microsoftonline.com/common/discovery/v2.0/keys",
          "registration_endpoint": "https://mcp.aiqbee.com/register",
          "response_modes_supported": [
            "query",
            "fragment"
          ],
          "response_types_supported": [
            "code",
            "id_token",
            "code id_token"
          ],
          "scopes_supported": [
            "openid",
            "profile",
            "email",
            "openid",
            "profile",
            "email",
            "offline_access",
            "api://9935edc3-c4c8-4cff-b3d9-6089096a9579/user.access"
          ],
          "subject_types_supported": [
            "pairwise"
          ],
          "token_endpoint": "https://mcp.aiqbee.com/token",
          "token_endpoint_auth_methods_supported": [
            "none",
            "client_secret_basic",
            "client_secret_post"
          ],
          "userinfo_endpoint": "https://login.microsoftonline.com/common/oidc/userinfo"
        },
        "url": "https://mcp.aiqbee.com/.well-known/openid-configuration"
      },
      "latency_ms": 81.52,
      "status": "ok"
    },
    "probe_noise_resilience": {
      "details": {
        "headers": {
          "content-type": "text/plain; charset=utf-8"
        },
        "http_status": 404,
        "url": "https://mcp.aiqbee.com/robots.txt"
      },
      "latency_ms": 179.45,
      "status": "ok"
    },
    "prompt_get": {
      "details": {
        "reason": "no_prompt_name"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "prompts_list": {
      "details": {
        "error": "Client error '401 Unauthorized' for url 'https://mcp.aiqbee.com/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401",
        "headers": {
          "content-type": "application/json",
          "www-authenticate": "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\""
        },
        "http_status": 401,
        "payload": {},
        "reason": "auth_required",
        "url": "https://mcp.aiqbee.com/mcp"
      },
      "latency_ms": 331.39,
      "status": "auth_required"
    },
    "protocol_version_probe": {
      "details": {
        "latest_known_version": "2025-11-25",
        "reason": "no_protocol_version",
        "validator_protocol_version": "2025-03-26"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "provenance_divergence_probe": {
      "details": {
        "direct_official_match": true,
        "drift_fields": [],
        "metadata_document_count": 2,
        "registry_homepage": null,
        "registry_repository": null,
        "registry_title": null,
        "registry_version": null,
        "server_card_homepage": "https://aiqbee.com",
        "server_card_repository": "https://github.com/AIQBee/aiqbee-ai",
        "server_card_title": "Aiqbee",
        "server_card_version": null
      },
      "latency_ms": null,
      "status": "ok"
    },
    "request_association_probe": {
      "details": {
        "reason": "no_request_association_capabilities_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "resource_read": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "resources_list": {
      "details": {
        "error": "Client error '401 Unauthorized' for url 'https://mcp.aiqbee.com/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401",
        "headers": {
          "content-type": "application/json",
          "www-authenticate": "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\""
        },
        "http_status": 401,
        "payload": {},
        "reason": "auth_required",
        "url": "https://mcp.aiqbee.com/mcp"
      },
      "latency_ms": 341.89,
      "status": "auth_required"
    },
    "server_card": {
      "details": {
        "headers": {
          "content-type": "application/json",
          "set-cookie": "ARRAffinity=026020899a8f5cf10d474ab0426dc6996f2d99bd8e8cdd021beac95e7124d890;Path=/;HttpOnly;Secure;Domain=mcp.aiqbee.com, ARRAffinitySameSite=026020899a8f5cf10d474ab0426dc6996f2d99bd8e8cdd021beac95e7124d890;Path=/;HttpOnly;SameSite=None;Secure;Domain=mcp.aiqbee.com"
        },
        "http_status": 200,
        "payload": {
          "auth": {
            "authorization_url": "https://mcp.aiqbee.com/authorize",
            "token_url": "https://mcp.aiqbee.com/token",
            "type": "oauth2"
          },
          "description": "Connect AI assistants to your Aiqbee knowledge graph. Search, create, and link neurons across your architecture, portfolio, and digital strategy brains.",
          "documentation": "https://app.aiqbee.com/help",
          "homepage": "https://aiqbee.com",
          "logo": "https://app.aiqbee.com/aiqbee-logo.png",
          "name": "Aiqbee",
          "prompts": [
            {
              "arguments": [
                {
                  "description": "Brain ID (GUID). Required on /mcp; optional on /brain/{id}/mcp",
                  "name": "brain_id",
                  "required": true
                }
              ],
              "description": "Summarize the contents and structure of an Aiqbee brain.",
              "name": "brain_overview"
            },
            {
              "arguments": [
                {
                  "description": "Topic to search for",
                  "name": "topic",
                  "required": true
                },
                {
                  "description": "Brain ID (GUID). Required on /mcp; optional on /brain/{id}/mcp",
                  "name": "brain_id",
                  "required": true
                }
              ],
              "description": "Find all neurons related to a topic and explain the connections.",
              "name": "find_related"
            },
            {
              "arguments": [
                {
                  "description": "Topic to analyze coverage for",
                  "name": "topic",
                  "required": true
                },
                {
                  "description": "Brain ID (GUID). Required on /mcp; optional on /brain/{id}/mcp",
                  "name": "brain_id",
                  "required": true
                }
              ],
              "description": "Analyze what a brain covers about a topic and identify gaps.",
              "name": "gap_analysis"
            },
            {
              "arguments": [
                {
                  "description": "Topic to map",
                  "name": "topic",
                  "required": true
                },
                {
                  "description": "Brain ID (GUID). Required on /mcp; optional on /brain/{id}/mcp",
                  "name": "brain_id",
                  "required": true
                }
              ],
              "description": "Create a knowledge map of a topic with neurons and relationships.",
              "name": "create_knowledge_map"
            },
            {
              "arguments": [
                {
                  "description": "Brain ID (GUID). Required on /mcp; optional on /brain/{id}/mcp",
                  "name": "brain_id",
                  "required": true
                }
              ],
              "description": "Check brain quality: orphaned neurons, missing content, and weak connections.",
              "name": "health_check"
            },
            {
              "arguments": [
                {
                  "description": "Brain ID (GUID). Required on /mcp; optional on /brain/{id}/mcp",
                  "name": "brain_id",
                  "required": true
                }
              ],
              "description": "Generate a guided walkthrough of a brain for someone new to it.",
              "name": "onboarding_guide"
            }
          ],
          "repository": "https://github.com/AIQBee/aiqbee-ai",
          "tools": [
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": true,
                "title": "List Available Brains"
              },
              "description": "Lists all brains the authenticated user can access. Returns brain IDs, names, descriptions, access levels, and MCP URLs. Use this to discover available brains before calling other tools. Only available on the brain-agnostic /mcp endpoint.",
              "inputSchema": {
                "properties": {},
                "type": "object"
              },
              "name": "aiqbee_list_brains"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": true,
                "title": "Get Brain Information"
              },
              "description": "Returns brain metadata including name, description, whether it's personal, and if MCP editing is allowed.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  }
                },
                "type": "object"
              },
              "name": "aiqbee_get_brain_info"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": true,
                "title": "Check if Editing is Allowed"
              },
              "description": "Checks if MCP editing (create, update, delete) is allowed for a brain. Checks both the user's permission level AND the brain's AllowMCPEditing setting.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  }
                },
                "type": "object"
              },
              "name": "aiqbee_edit_is_allowed"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": false,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Create Brain"
              },
              "description": "Creates a new brain. The authenticated user becomes the owner. Personal brains are only visible to the owner; organization brains are visible to all tenant users.",
              "inputSchema": {
                "properties": {
                  "allow_mcp_editing": {
                    "default": true,
                    "description": "Enable MCP editing (create/update/delete via MCP tools)",
                    "type": "boolean"
                  },
                  "brain_template_id": {
                    "description": "Optional brain template GUID to base the brain on",
                    "type": "string"
                  },
                  "description": {
                    "default": "",
                    "description": "Description of the brain",
                    "type": "string"
                  },
                  "is_personal": {
                    "default": true,
                    "description": "True for personal brain, False for organization brain",
                    "type": "boolean"
                  },
                  "name": {
                    "description": "Name of the brain",
                    "type": "string"
                  }
                },
                "required": [
                  "name"
                ],
                "type": "object"
              },
              "name": "aiqbee_create_brain"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Update Brain"
              },
              "description": "Updates a brain's settings. Only provided fields are changed. Requires Owner access.",
              "inputSchema": {
                "properties": {
                  "allow_mcp_editing": {
                    "description": "Enable/disable MCP editing",
                    "type": "boolean"
                  },
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "description": {
                    "description": "New brain description",
                    "type": "string"
                  },
                  "is_personal": {
                    "description": "Change visibility (True=personal, False=organization)",
                    "type": "boolean"
                  },
                  "name": {
                    "description": "New brain name",
                    "type": "string"
                  }
                },
                "type": "object"
              },
              "name": "aiqbee_update_brain"
            },
            {
              "annotations": {
                "destructiveHint": true,
                "idempotentHint": false,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Delete Brain"
              },
              "description": "Deletes a brain permanently. WARNING: This action cannot be undone. The brain and ALL its neurons, relationships, and access permissions will be permanently deleted. Requires Owner access.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  }
                },
                "type": "object"
              },
              "name": "aiqbee_delete_brain"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": true,
                "title": "List Brain Templates"
              },
              "description": "Lists available brain templates that can be used when creating a new brain. Templates define pre-configured neuron types. Pass the template id as brain_template_id to aiqbee_create_brain.",
              "inputSchema": {
                "properties": {
                  "page": {
                    "default": 1,
                    "description": "Page number for pagination",
                    "type": "integer"
                  },
                  "page_size": {
                    "default": 50,
                    "description": "Number of templates per page (max 255)",
                    "maximum": 255,
                    "type": "integer"
                  }
                },
                "type": "object"
              },
              "name": "aiqbee_list_brain_templates"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": true,
                "title": "Search Neurons"
              },
              "description": "Searches the brain's knowledge graph for neurons matching the query. Returns neuron ID, title, snippet, type, and URL for each match. When include_related is True (default), also includes neurons connected via synapses.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "include_related": {
                    "default": true,
                    "description": "When true, includes neurons connected via synapses to matching neurons",
                    "type": "boolean"
                  },
                  "max_results": {
                    "default": 10,
                    "description": "Maximum number of results to return (1-100)",
                    "maximum": 100,
                    "minimum": 1,
                    "type": "integer"
                  },
                  "neuron_type_id": {
                    "description": "Optional neuron type ID to filter results (GUID format)",
                    "type": "string"
                  },
                  "query": {
                    "description": "Search query string to find neurons",
                    "maxLength": 500,
                    "type": "string"
                  }
                },
                "required": [
                  "query"
                ],
                "type": "object"
              },
              "name": "aiqbee_search"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": true,
                "title": "Fetch Neuron"
              },
              "description": "Retrieves complete neuron data including content and metadata. Use get_relationships to fetch synapse/relationship data separately.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "neuron_id": {
                    "description": "The unique ID of the neuron to fetch (GUID format)",
                    "type": "string"
                  }
                },
                "required": [
                  "neuron_id"
                ],
                "type": "object"
              },
              "name": "aiqbee_fetch"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": true,
                "title": "List Neurons"
              },
              "description": "Returns a paginated list of neurons, optionally filtered by type. Includes pagination information (total count, page number, page size, has more).",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "neuron_type_id": {
                    "description": "Optional neuron type ID to filter results (GUID format)",
                    "type": "string"
                  },
                  "page": {
                    "default": 1,
                    "description": "Page number for pagination",
                    "type": "integer"
                  },
                  "page_size": {
                    "default": 255,
                    "description": "Number of items per page (max 255)",
                    "maximum": 255,
                    "type": "integer"
                  }
                },
                "type": "object"
              },
              "name": "aiqbee_list_neurons"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": true,
                "title": "Get Neuron Relationships"
              },
              "description": "Returns all relationships (synapses) for a specific neuron, including incoming and outgoing connections. Each synapse includes the related neuron ID, name, type, and link description.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "neuron_id": {
                    "description": "The unique ID of the neuron to get relationships for (GUID format)",
                    "type": "string"
                  }
                },
                "required": [
                  "neuron_id"
                ],
                "type": "object"
              },
              "name": "aiqbee_get_relationships"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": true,
                "title": "List Neuron Types"
              },
              "description": "Returns a list of neuron types with their IDs, names, descriptions, and whether they represent files.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  }
                },
                "type": "object"
              },
              "name": "aiqbee_list_neuron_types"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": false,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Create Neuron Type"
              },
              "description": "Creates a new neuron type in the brain. Requires Owner access and MCP editing to be enabled.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "description": {
                    "default": "",
                    "description": "Description of the neuron type",
                    "type": "string"
                  },
                  "is_file_type": {
                    "default": false,
                    "description": "Whether this type stores file attachments",
                    "type": "boolean"
                  },
                  "name": {
                    "description": "Name of the neuron type (max 100 chars)",
                    "type": "string"
                  }
                },
                "required": [
                  "name"
                ],
                "type": "object"
              },
              "name": "aiqbee_add_neuron_type"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Update Neuron Type"
              },
              "description": "Updates a neuron type's name, description, or file type flag. Only provided fields are changed. Requires Owner access and MCP editing to be enabled.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "description": {
                    "description": "New description",
                    "type": "string"
                  },
                  "is_file_type": {
                    "description": "New file type flag",
                    "type": "boolean"
                  },
                  "name": {
                    "description": "New name (max 100 chars)",
                    "type": "string"
                  },
                  "neuron_type_id": {
                    "description": "GUID of the neuron type to update",
                    "type": "string"
                  }
                },
                "required": [
                  "neuron_type_id"
                ],
                "type": "object"
              },
              "name": "aiqbee_edit_neuron_type"
            },
            {
              "annotations": {
                "destructiveHint": true,
                "idempotentHint": false,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Delete Neuron Type"
              },
              "description": "Deletes a neuron type. WARNING: This action cannot be undone. If neurons exist of this type, provide reassign_to_neuron_type_id to move them to another type. Requires Owner access and MCP editing to be enabled.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "neuron_type_id": {
                    "description": "GUID of the neuron type to delete",
                    "type": "string"
                  },
                  "reassign_to_neuron_type_id": {
                    "description": "GUID of the type to reassign existing neurons to (required if neurons exist)",
                    "type": "string"
                  }
                },
                "required": [
                  "neuron_type_id"
                ],
                "type": "object"
              },
              "name": "aiqbee_delete_neuron_type"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": false,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Create Neuron"
              },
              "description": "Creates a new neuron with the specified type, name, and content. Requires ReadWrite access and MCP editing to be enabled for the brain.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "content": {
                    "default": "",
                    "description": "The content/body of the neuron",
                    "type": "string"
                  },
                  "name": {
                    "description": "The name/title of the neuron",
                    "type": "string"
                  },
                  "neuron_type_id": {
                    "description": "The neuron type ID (GUID format). Must be a real ID from aiqbee_list_neuron_types()",
                    "type": "string"
                  }
                },
                "required": [
                  "neuron_type_id",
                  "name"
                ],
                "type": "object"
              },
              "name": "aiqbee_create_neuron"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Update Neuron"
              },
              "description": "Updates the type, name, and/or content of an existing neuron. Requires ReadWrite access and MCP editing to be enabled for the brain.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "content": {
                    "default": "",
                    "description": "The content/body of the neuron",
                    "type": "string"
                  },
                  "name": {
                    "description": "The name/title of the neuron",
                    "type": "string"
                  },
                  "neuron_id": {
                    "description": "The ID of the neuron to update (GUID format)",
                    "type": "string"
                  },
                  "neuron_type_id": {
                    "description": "The neuron type ID (GUID format)",
                    "type": "string"
                  }
                },
                "required": [
                  "neuron_id",
                  "neuron_type_id",
                  "name"
                ],
                "type": "object"
              },
              "name": "aiqbee_update_neuron"
            },
            {
              "annotations": {
                "destructiveHint": true,
                "idempotentHint": false,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Delete Neuron"
              },
              "description": "Deletes a neuron from a brain. WARNING: This action cannot be undone. The neuron and all its relationships will be permanently deleted. Requires ReadWrite access and MCP editing to be enabled for the brain.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "neuron_id": {
                    "description": "The ID of the neuron to delete (GUID format)",
                    "type": "string"
                  }
                },
                "required": [
                  "neuron_id"
                ],
                "type": "object"
              },
              "name": "aiqbee_delete_neuron"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": false,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Create Relationship"
              },
              "description": "Creates a new directional link (synapse) from source neuron to target neuron. Both neurons must exist in the same brain. Requires ReadWrite access and MCP editing to be enabled for the brain.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "link_description": {
                    "description": "Optional description of the relationship/link between the neurons",
                    "type": "string"
                  },
                  "source_neuron_id": {
                    "description": "The ID of the source neuron (GUID format)",
                    "type": "string"
                  },
                  "target_neuron_id": {
                    "description": "The ID of the target neuron (GUID format)",
                    "type": "string"
                  }
                },
                "required": [
                  "source_neuron_id",
                  "target_neuron_id"
                ],
                "type": "object"
              },
              "name": "aiqbee_create_relationship"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Update Relationship"
              },
              "description": "Updates the source neuron, target neuron, and/or description of an existing relationship (synapse). Requires ReadWrite access and MCP editing to be enabled for the brain.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "link_description": {
                    "description": "Optional description of the relationship/link between the neurons",
                    "type": "string"
                  },
                  "relationship_id": {
                    "description": "The ID of the relationship/synapse to update (GUID format)",
                    "type": "string"
                  },
                  "source_neuron_id": {
                    "description": "The ID of the source neuron (GUID format)",
                    "type": "string"
                  },
                  "target_neuron_id": {
                    "description": "The ID of the target neuron (GUID format)",
                    "type": "string"
                  }
                },
                "required": [
                  "relationship_id",
                  "source_neuron_id",
                  "target_neuron_id"
                ],
                "type": "object"
              },
              "name": "aiqbee_update_relationship"
            },
            {
              "annotations": {
                "destructiveHint": true,
                "idempotentHint": false,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Delete Relationship"
              },
              "description": "Deletes a relationship (synapse) between neurons. WARNING: This action cannot be undone. The relationship will be permanently deleted. Requires ReadWrite access and MCP editing to be enabled for the brain.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "relationship_id": {
                    "description": "The ID of the relationship/synapse to delete (GUID format)",
                    "type": "string"
                  }
                },
                "required": [
                  "relationship_id"
                ],
                "type": "object"
              },
              "name": "aiqbee_delete_relationship"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": true,
                "title": "List Brain Users"
              },
              "description": "Lists all users with access to a brain, including their email, name, access level, and when access was granted. Any user with access to the brain can call this.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  }
                },
                "type": "object"
              },
              "name": "aiqbee_list_users"
            },
            {
              "annotations": {
                "destructiveHint": false,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Grant Brain Access"
              },
              "description": "Grants access to a user for a brain by email. The user must exist in your organization. If the user already has access, their level is updated. Requires Owner access.",
              "inputSchema": {
                "properties": {
                  "access_level": {
                    "default": "Read",
                    "description": "Access level to grant: 'Read', 'ReadWrite', or 'Owner'",
                    "enum": [
                      "Read",
                      "ReadWrite",
                      "Owner"
                    ],
                    "type": "string"
                  },
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "email": {
                    "description": "Email address of the user to grant access to",
                    "type": "string"
                  }
                },
                "required": [
                  "email"
                ],
                "type": "object"
              },
              "name": "aiqbee_grant_access"
            },
            {
              "annotations": {
                "destructiveHint": true,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Revoke Brain Access"
              },
              "description": "Revokes a user's access to a brain by email. WARNING: This action cannot be undone. Cannot revoke the brain creator's access. Requires Owner access.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "email": {
                    "description": "Email address of the user to revoke access from",
                    "type": "string"
                  }
                },
                "required": [
                  "email"
                ],
                "type": "object"
              },
              "name": "aiqbee_revoke_access"
            },
            {
              "annotations": {
                "destructiveHint": true,
                "idempotentHint": true,
                "openWorldHint": false,
                "readOnlyHint": false,
                "title": "Batch Update Brain Access"
              },
              "description": "Replaces all access permissions for a brain in one operation. WARNING: Users not in the entries list will have their access REVOKED (except the brain creator). Requires Owner access.",
              "inputSchema": {
                "properties": {
                  "brain_id": {
                    "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
                    "type": "string"
                  },
                  "entries": {
                    "description": "List of access entries. Each entry: {\"email\": \"user@example.com\", \"access_level\": \"ReadWrite\"}",
                    "items": {
                      "properties": {
                        "access_level": {
                          "description": "Access level: 'Read', 'ReadWrite', or 'Owner'",
                          "enum": [
                            "Read",
                            "ReadWrite",
                            "Owner"
                          ],
                          "type": "string"
                        },
                        "email": {
                          "description": "User's email address",
                          "type": "string"
                        }
                      },
                      "required": [
                        "email",
                        "access_level"
                      ],
                      "type": "object"
                    },
                    "type": "array"
                  }
                },
                "required": [
                  "entries"
                ],
                "type": "object"
              },
              "name": "aiqbee_batch_update_access"
            }
          ]
        },
        "url": "https://mcp.aiqbee.com/.well-known/mcp/server-card.json"
      },
      "latency_ms": 462.13,
      "status": "ok"
    },
    "session_resume_probe": {
      "details": {
        "protocol_version": null,
        "reason": "no_session_id",
        "resume_expected": false,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "step_up_auth_probe": {
      "details": {
        "auth_required_checks": [
          "initialize",
          "prompts_list",
          "resources_list"
        ],
        "broad_scopes": [],
        "challenge_headers": [
          "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\"",
          "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\"",
          "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\""
        ],
        "minimal_scope_documented": false,
        "oauth_present": true,
        "scope_specificity_ratio": 0.1667,
        "step_up_signals": [
          "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\"",
          "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\"",
          "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\""
        ],
        "supported_scopes": [
          "api://9935edc3-c4c8-4cff-b3d9-6089096a9579/user.access",
          "email",
          "offline_access",
          "openid",
          "profile"
        ]
      },
      "latency_ms": null,
      "status": "warning"
    },
    "tool_snapshot_probe": {
      "details": {
        "reason": "no_tools"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "tools_list": {
      "details": {
        "error": "Client error '401 Unauthorized' for url 'https://mcp.aiqbee.com/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401",
        "headers": {
          "content-type": "application/json",
          "www-authenticate": "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\""
        },
        "http_status": 401,
        "payload": {},
        "url": "https://mcp.aiqbee.com/mcp"
      },
      "latency_ms": 341.63,
      "status": "error"
    },
    "transport_compliance_probe": {
      "details": {
        "bad_protocol_error": null,
        "bad_protocol_headers": {
          "content-type": "application/json",
          "www-authenticate": "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\""
        },
        "bad_protocol_payload": {
          "error": {
            "code": -32001,
            "message": "Authentication required: Missing Bearer token"
          },
          "id": null,
          "jsonrpc": "2.0"
        },
        "bad_protocol_status_code": 401,
        "delete_error": null,
        "delete_status_code": null,
        "expired_session_error": null,
        "expired_session_status_code": null,
        "issues": [
          "missing_protocol_header",
          "bad_protocol_not_rejected"
        ],
        "last_event_id_visible": false,
        "protocol_header_present": false,
        "requested_protocol_version": "2025-03-26",
        "session_id_present": false,
        "transport": "streamable-http"
      },
      "latency_ms": 318.89,
      "status": "error"
    },
    "utility_coverage_probe": {
      "details": {
        "completions": {
          "advertised": true,
          "live_probe": "not_executed",
          "sample_target": {
            "argument_name": "brain_id",
            "name": "brain_overview",
            "type": "prompt"
          }
        },
        "initialize_capability_keys": [],
        "pagination": {
          "metadata_signal": true,
          "next_cursor_methods": [],
          "supported": true
        },
        "tasks": {
          "advertised": false,
          "http_status": 401,
          "probe_status": "auth_required"
        }
      },
      "latency_ms": 81.02,
      "status": "ok"
    }
  },
  "failures": {
    "initialize": {
      "error": "Client error '401 Unauthorized' for url 'https://mcp.aiqbee.com/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401",
      "headers": {
        "content-type": "application/json",
        "www-authenticate": "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\""
      },
      "http_status": 401,
      "payload": {},
      "url": "https://mcp.aiqbee.com/mcp"
    },
    "prompts_list": {
      "error": "Client error '401 Unauthorized' for url 'https://mcp.aiqbee.com/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401",
      "headers": {
        "content-type": "application/json",
        "www-authenticate": "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\""
      },
      "http_status": 401,
      "payload": {},
      "reason": "auth_required",
      "url": "https://mcp.aiqbee.com/mcp"
    },
    "tools_list": {
      "error": "Client error '401 Unauthorized' for url 'https://mcp.aiqbee.com/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401",
      "headers": {
        "content-type": "application/json",
        "www-authenticate": "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\""
      },
      "http_status": 401,
      "payload": {},
      "url": "https://mcp.aiqbee.com/mcp"
    },
    "transport_compliance_probe": {
      "bad_protocol_error": null,
      "bad_protocol_headers": {
        "content-type": "application/json",
        "www-authenticate": "Bearer realm=\"aiqbee-mcp\", resource_metadata=\"https://mcp.aiqbee.com/.well-known/oauth-protected-resource\""
      },
      "bad_protocol_payload": {
        "error": {
          "code": -32001,
          "message": "Authentication required: Missing Bearer token"
        },
        "id": null,
        "jsonrpc": "2.0"
      },
      "bad_protocol_status_code": 401,
      "delete_error": null,
      "delete_status_code": null,
      "expired_session_error": null,
      "expired_session_status_code": null,
      "issues": [
        "missing_protocol_header",
        "bad_protocol_not_rejected"
      ],
      "last_event_id_visible": false,
      "protocol_header_present": false,
      "requested_protocol_version": "2025-03-26",
      "session_id_present": false,
      "transport": "streamable-http"
    }
  },
  "remote_url": "https://mcp.aiqbee.com/mcp",
  "server_card_payload": {
    "auth": {
      "authorization_url": "https://mcp.aiqbee.com/authorize",
      "token_url": "https://mcp.aiqbee.com/token",
      "type": "oauth2"
    },
    "description": "Connect AI assistants to your Aiqbee knowledge graph. Search, create, and link neurons across your architecture, portfolio, and digital strategy brains.",
    "documentation": "https://app.aiqbee.com/help",
    "homepage": "https://aiqbee.com",
    "logo": "https://app.aiqbee.com/aiqbee-logo.png",
    "name": "Aiqbee",
    "prompts": [
      {
        "arguments": [
          {
            "description": "Brain ID (GUID). Required on /mcp; optional on /brain/{id}/mcp",
            "name": "brain_id",
            "required": true
          }
        ],
        "description": "Summarize the contents and structure of an Aiqbee brain.",
        "name": "brain_overview"
      },
      {
        "arguments": [
          {
            "description": "Topic to search for",
            "name": "topic",
            "required": true
          },
          {
            "description": "Brain ID (GUID). Required on /mcp; optional on /brain/{id}/mcp",
            "name": "brain_id",
            "required": true
          }
        ],
        "description": "Find all neurons related to a topic and explain the connections.",
        "name": "find_related"
      },
      {
        "arguments": [
          {
            "description": "Topic to analyze coverage for",
            "name": "topic",
            "required": true
          },
          {
            "description": "Brain ID (GUID). Required on /mcp; optional on /brain/{id}/mcp",
            "name": "brain_id",
            "required": true
          }
        ],
        "description": "Analyze what a brain covers about a topic and identify gaps.",
        "name": "gap_analysis"
      },
      {
        "arguments": [
          {
            "description": "Topic to map",
            "name": "topic",
            "required": true
          },
          {
            "description": "Brain ID (GUID). Required on /mcp; optional on /brain/{id}/mcp",
            "name": "brain_id",
            "required": true
          }
        ],
        "description": "Create a knowledge map of a topic with neurons and relationships.",
        "name": "create_knowledge_map"
      },
      {
        "arguments": [
          {
            "description": "Brain ID (GUID). Required on /mcp; optional on /brain/{id}/mcp",
            "name": "brain_id",
            "required": true
          }
        ],
        "description": "Check brain quality: orphaned neurons, missing content, and weak connections.",
        "name": "health_check"
      },
      {
        "arguments": [
          {
            "description": "Brain ID (GUID). Required on /mcp; optional on /brain/{id}/mcp",
            "name": "brain_id",
            "required": true
          }
        ],
        "description": "Generate a guided walkthrough of a brain for someone new to it.",
        "name": "onboarding_guide"
      }
    ],
    "repository": "https://github.com/AIQBee/aiqbee-ai",
    "tools": [
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": true,
          "title": "List Available Brains"
        },
        "description": "Lists all brains the authenticated user can access. Returns brain IDs, names, descriptions, access levels, and MCP URLs. Use this to discover available brains before calling other tools. Only available on the brain-agnostic /mcp endpoint.",
        "inputSchema": {
          "properties": {},
          "type": "object"
        },
        "name": "aiqbee_list_brains"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": true,
          "title": "Get Brain Information"
        },
        "description": "Returns brain metadata including name, description, whether it's personal, and if MCP editing is allowed.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            }
          },
          "type": "object"
        },
        "name": "aiqbee_get_brain_info"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": true,
          "title": "Check if Editing is Allowed"
        },
        "description": "Checks if MCP editing (create, update, delete) is allowed for a brain. Checks both the user's permission level AND the brain's AllowMCPEditing setting.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            }
          },
          "type": "object"
        },
        "name": "aiqbee_edit_is_allowed"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": false,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Create Brain"
        },
        "description": "Creates a new brain. The authenticated user becomes the owner. Personal brains are only visible to the owner; organization brains are visible to all tenant users.",
        "inputSchema": {
          "properties": {
            "allow_mcp_editing": {
              "default": true,
              "description": "Enable MCP editing (create/update/delete via MCP tools)",
              "type": "boolean"
            },
            "brain_template_id": {
              "description": "Optional brain template GUID to base the brain on",
              "type": "string"
            },
            "description": {
              "default": "",
              "description": "Description of the brain",
              "type": "string"
            },
            "is_personal": {
              "default": true,
              "description": "True for personal brain, False for organization brain",
              "type": "boolean"
            },
            "name": {
              "description": "Name of the brain",
              "type": "string"
            }
          },
          "required": [
            "name"
          ],
          "type": "object"
        },
        "name": "aiqbee_create_brain"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Update Brain"
        },
        "description": "Updates a brain's settings. Only provided fields are changed. Requires Owner access.",
        "inputSchema": {
          "properties": {
            "allow_mcp_editing": {
              "description": "Enable/disable MCP editing",
              "type": "boolean"
            },
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "description": {
              "description": "New brain description",
              "type": "string"
            },
            "is_personal": {
              "description": "Change visibility (True=personal, False=organization)",
              "type": "boolean"
            },
            "name": {
              "description": "New brain name",
              "type": "string"
            }
          },
          "type": "object"
        },
        "name": "aiqbee_update_brain"
      },
      {
        "annotations": {
          "destructiveHint": true,
          "idempotentHint": false,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Delete Brain"
        },
        "description": "Deletes a brain permanently. WARNING: This action cannot be undone. The brain and ALL its neurons, relationships, and access permissions will be permanently deleted. Requires Owner access.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            }
          },
          "type": "object"
        },
        "name": "aiqbee_delete_brain"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": true,
          "title": "List Brain Templates"
        },
        "description": "Lists available brain templates that can be used when creating a new brain. Templates define pre-configured neuron types. Pass the template id as brain_template_id to aiqbee_create_brain.",
        "inputSchema": {
          "properties": {
            "page": {
              "default": 1,
              "description": "Page number for pagination",
              "type": "integer"
            },
            "page_size": {
              "default": 50,
              "description": "Number of templates per page (max 255)",
              "maximum": 255,
              "type": "integer"
            }
          },
          "type": "object"
        },
        "name": "aiqbee_list_brain_templates"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": true,
          "title": "Search Neurons"
        },
        "description": "Searches the brain's knowledge graph for neurons matching the query. Returns neuron ID, title, snippet, type, and URL for each match. When include_related is True (default), also includes neurons connected via synapses.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "include_related": {
              "default": true,
              "description": "When true, includes neurons connected via synapses to matching neurons",
              "type": "boolean"
            },
            "max_results": {
              "default": 10,
              "description": "Maximum number of results to return (1-100)",
              "maximum": 100,
              "minimum": 1,
              "type": "integer"
            },
            "neuron_type_id": {
              "description": "Optional neuron type ID to filter results (GUID format)",
              "type": "string"
            },
            "query": {
              "description": "Search query string to find neurons",
              "maxLength": 500,
              "type": "string"
            }
          },
          "required": [
            "query"
          ],
          "type": "object"
        },
        "name": "aiqbee_search"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": true,
          "title": "Fetch Neuron"
        },
        "description": "Retrieves complete neuron data including content and metadata. Use get_relationships to fetch synapse/relationship data separately.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "neuron_id": {
              "description": "The unique ID of the neuron to fetch (GUID format)",
              "type": "string"
            }
          },
          "required": [
            "neuron_id"
          ],
          "type": "object"
        },
        "name": "aiqbee_fetch"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": true,
          "title": "List Neurons"
        },
        "description": "Returns a paginated list of neurons, optionally filtered by type. Includes pagination information (total count, page number, page size, has more).",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "neuron_type_id": {
              "description": "Optional neuron type ID to filter results (GUID format)",
              "type": "string"
            },
            "page": {
              "default": 1,
              "description": "Page number for pagination",
              "type": "integer"
            },
            "page_size": {
              "default": 255,
              "description": "Number of items per page (max 255)",
              "maximum": 255,
              "type": "integer"
            }
          },
          "type": "object"
        },
        "name": "aiqbee_list_neurons"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": true,
          "title": "Get Neuron Relationships"
        },
        "description": "Returns all relationships (synapses) for a specific neuron, including incoming and outgoing connections. Each synapse includes the related neuron ID, name, type, and link description.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "neuron_id": {
              "description": "The unique ID of the neuron to get relationships for (GUID format)",
              "type": "string"
            }
          },
          "required": [
            "neuron_id"
          ],
          "type": "object"
        },
        "name": "aiqbee_get_relationships"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": true,
          "title": "List Neuron Types"
        },
        "description": "Returns a list of neuron types with their IDs, names, descriptions, and whether they represent files.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            }
          },
          "type": "object"
        },
        "name": "aiqbee_list_neuron_types"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": false,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Create Neuron Type"
        },
        "description": "Creates a new neuron type in the brain. Requires Owner access and MCP editing to be enabled.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "description": {
              "default": "",
              "description": "Description of the neuron type",
              "type": "string"
            },
            "is_file_type": {
              "default": false,
              "description": "Whether this type stores file attachments",
              "type": "boolean"
            },
            "name": {
              "description": "Name of the neuron type (max 100 chars)",
              "type": "string"
            }
          },
          "required": [
            "name"
          ],
          "type": "object"
        },
        "name": "aiqbee_add_neuron_type"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Update Neuron Type"
        },
        "description": "Updates a neuron type's name, description, or file type flag. Only provided fields are changed. Requires Owner access and MCP editing to be enabled.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "description": {
              "description": "New description",
              "type": "string"
            },
            "is_file_type": {
              "description": "New file type flag",
              "type": "boolean"
            },
            "name": {
              "description": "New name (max 100 chars)",
              "type": "string"
            },
            "neuron_type_id": {
              "description": "GUID of the neuron type to update",
              "type": "string"
            }
          },
          "required": [
            "neuron_type_id"
          ],
          "type": "object"
        },
        "name": "aiqbee_edit_neuron_type"
      },
      {
        "annotations": {
          "destructiveHint": true,
          "idempotentHint": false,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Delete Neuron Type"
        },
        "description": "Deletes a neuron type. WARNING: This action cannot be undone. If neurons exist of this type, provide reassign_to_neuron_type_id to move them to another type. Requires Owner access and MCP editing to be enabled.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "neuron_type_id": {
              "description": "GUID of the neuron type to delete",
              "type": "string"
            },
            "reassign_to_neuron_type_id": {
              "description": "GUID of the type to reassign existing neurons to (required if neurons exist)",
              "type": "string"
            }
          },
          "required": [
            "neuron_type_id"
          ],
          "type": "object"
        },
        "name": "aiqbee_delete_neuron_type"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": false,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Create Neuron"
        },
        "description": "Creates a new neuron with the specified type, name, and content. Requires ReadWrite access and MCP editing to be enabled for the brain.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "content": {
              "default": "",
              "description": "The content/body of the neuron",
              "type": "string"
            },
            "name": {
              "description": "The name/title of the neuron",
              "type": "string"
            },
            "neuron_type_id": {
              "description": "The neuron type ID (GUID format). Must be a real ID from aiqbee_list_neuron_types()",
              "type": "string"
            }
          },
          "required": [
            "neuron_type_id",
            "name"
          ],
          "type": "object"
        },
        "name": "aiqbee_create_neuron"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Update Neuron"
        },
        "description": "Updates the type, name, and/or content of an existing neuron. Requires ReadWrite access and MCP editing to be enabled for the brain.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "content": {
              "default": "",
              "description": "The content/body of the neuron",
              "type": "string"
            },
            "name": {
              "description": "The name/title of the neuron",
              "type": "string"
            },
            "neuron_id": {
              "description": "The ID of the neuron to update (GUID format)",
              "type": "string"
            },
            "neuron_type_id": {
              "description": "The neuron type ID (GUID format)",
              "type": "string"
            }
          },
          "required": [
            "neuron_id",
            "neuron_type_id",
            "name"
          ],
          "type": "object"
        },
        "name": "aiqbee_update_neuron"
      },
      {
        "annotations": {
          "destructiveHint": true,
          "idempotentHint": false,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Delete Neuron"
        },
        "description": "Deletes a neuron from a brain. WARNING: This action cannot be undone. The neuron and all its relationships will be permanently deleted. Requires ReadWrite access and MCP editing to be enabled for the brain.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "neuron_id": {
              "description": "The ID of the neuron to delete (GUID format)",
              "type": "string"
            }
          },
          "required": [
            "neuron_id"
          ],
          "type": "object"
        },
        "name": "aiqbee_delete_neuron"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": false,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Create Relationship"
        },
        "description": "Creates a new directional link (synapse) from source neuron to target neuron. Both neurons must exist in the same brain. Requires ReadWrite access and MCP editing to be enabled for the brain.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "link_description": {
              "description": "Optional description of the relationship/link between the neurons",
              "type": "string"
            },
            "source_neuron_id": {
              "description": "The ID of the source neuron (GUID format)",
              "type": "string"
            },
            "target_neuron_id": {
              "description": "The ID of the target neuron (GUID format)",
              "type": "string"
            }
          },
          "required": [
            "source_neuron_id",
            "target_neuron_id"
          ],
          "type": "object"
        },
        "name": "aiqbee_create_relationship"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Update Relationship"
        },
        "description": "Updates the source neuron, target neuron, and/or description of an existing relationship (synapse). Requires ReadWrite access and MCP editing to be enabled for the brain.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "link_description": {
              "description": "Optional description of the relationship/link between the neurons",
              "type": "string"
            },
            "relationship_id": {
              "description": "The ID of the relationship/synapse to update (GUID format)",
              "type": "string"
            },
            "source_neuron_id": {
              "description": "The ID of the source neuron (GUID format)",
              "type": "string"
            },
            "target_neuron_id": {
              "description": "The ID of the target neuron (GUID format)",
              "type": "string"
            }
          },
          "required": [
            "relationship_id",
            "source_neuron_id",
            "target_neuron_id"
          ],
          "type": "object"
        },
        "name": "aiqbee_update_relationship"
      },
      {
        "annotations": {
          "destructiveHint": true,
          "idempotentHint": false,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Delete Relationship"
        },
        "description": "Deletes a relationship (synapse) between neurons. WARNING: This action cannot be undone. The relationship will be permanently deleted. Requires ReadWrite access and MCP editing to be enabled for the brain.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "relationship_id": {
              "description": "The ID of the relationship/synapse to delete (GUID format)",
              "type": "string"
            }
          },
          "required": [
            "relationship_id"
          ],
          "type": "object"
        },
        "name": "aiqbee_delete_relationship"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": true,
          "title": "List Brain Users"
        },
        "description": "Lists all users with access to a brain, including their email, name, access level, and when access was granted. Any user with access to the brain can call this.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            }
          },
          "type": "object"
        },
        "name": "aiqbee_list_users"
      },
      {
        "annotations": {
          "destructiveHint": false,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Grant Brain Access"
        },
        "description": "Grants access to a user for a brain by email. The user must exist in your organization. If the user already has access, their level is updated. Requires Owner access.",
        "inputSchema": {
          "properties": {
            "access_level": {
              "default": "Read",
              "description": "Access level to grant: 'Read', 'ReadWrite', or 'Owner'",
              "enum": [
                "Read",
                "ReadWrite",
                "Owner"
              ],
              "type": "string"
            },
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "email": {
              "description": "Email address of the user to grant access to",
              "type": "string"
            }
          },
          "required": [
            "email"
          ],
          "type": "object"
        },
        "name": "aiqbee_grant_access"
      },
      {
        "annotations": {
          "destructiveHint": true,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Revoke Brain Access"
        },
        "description": "Revokes a user's access to a brain by email. WARNING: This action cannot be undone. Cannot revoke the brain creator's access. Requires Owner access.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "email": {
              "description": "Email address of the user to revoke access from",
              "type": "string"
            }
          },
          "required": [
            "email"
          ],
          "type": "object"
        },
        "name": "aiqbee_revoke_access"
      },
      {
        "annotations": {
          "destructiveHint": true,
          "idempotentHint": true,
          "openWorldHint": false,
          "readOnlyHint": false,
          "title": "Batch Update Brain Access"
        },
        "description": "Replaces all access permissions for a brain in one operation. WARNING: Users not in the entries list will have their access REVOKED (except the brain creator). Requires Owner access.",
        "inputSchema": {
          "properties": {
            "brain_id": {
              "description": "Brain ID (GUID). Required when using /mcp endpoint; optional when using /brain/{id}/mcp",
              "type": "string"
            },
            "entries": {
              "description": "List of access entries. Each entry: {\"email\": \"user@example.com\", \"access_level\": \"ReadWrite\"}",
              "items": {
                "properties": {
                  "access_level": {
                    "description": "Access level: 'Read', 'ReadWrite', or 'Owner'",
                    "enum": [
                      "Read",
                      "ReadWrite",
                      "Owner"
                    ],
                    "type": "string"
                  },
                  "email": {
                    "description": "User's email address",
                    "type": "string"
                  }
                },
                "required": [
                  "email",
                  "access_level"
                ],
                "type": "object"
              },
              "type": "array"
            }
          },
          "required": [
            "entries"
          ],
          "type": "object"
        },
        "name": "aiqbee_batch_update_access"
      }
    ]
  },
  "server_identifier": "com.aiqbee/brain"
}

Known versions

Validation history

7 day score delta
n/a
30 day score delta
n/a
Recent healthy ratio
0%
Freshness
0.0h
TimestampStatusScoreLatencyTools
May 04, 2026 06:46:19 AM UTC Failing 59.6 2437.7 ms 0
May 04, 2026 06:40:53 AM UTC Failing 59.6 2388.7 ms 0
May 04, 2026 06:38:08 AM UTC Failing 59.6 2022.9 ms 0
May 04, 2026 06:34:20 AM UTC Failing 59.6 2420.3 ms 0
May 04, 2026 06:28:42 AM UTC Failing 59.6 1751.0 ms 0
May 04, 2026 06:27:51 AM UTC Failing 59.6 1945.5 ms 0
May 04, 2026 06:26:35 AM UTC Failing 59.6 2449.9 ms 0
May 04, 2026 06:22:32 AM UTC Failing 59.6 2122.2 ms 0

Validation timeline

ValidatedSummaryScoreProtocolAuth modeToolsHigh-risk toolsChanges
May 04, 2026 06:46:19 AM UTC Failing 59.6 unknown oauth_required 0 0 none
May 04, 2026 06:40:53 AM UTC Failing 59.6 unknown oauth_required 0 0 none
May 04, 2026 06:38:08 AM UTC Failing 59.6 unknown oauth_required 0 0 none
May 04, 2026 06:34:20 AM UTC Failing 59.6 unknown oauth_required 0 0 none
May 04, 2026 06:28:42 AM UTC Failing 59.6 unknown oauth_required 0 0 none
May 04, 2026 06:27:51 AM UTC Failing 59.6 unknown oauth_required 0 0 none
May 04, 2026 06:26:35 AM UTC Failing 59.6 unknown oauth_required 0 0 none
May 04, 2026 06:22:32 AM UTC Failing 59.6 unknown oauth_required 0 0 none
May 04, 2026 05:59:28 AM UTC Failing 59.6 unknown oauth_required 0 0 none
May 04, 2026 05:54:58 AM UTC Failing 59.6 unknown oauth_required 0 0 none
May 04, 2026 05:50:31 AM UTC Failing 59.6 unknown oauth_required 0 0 none
May 04, 2026 05:44:04 AM UTC Failing 59.6 unknown oauth_required 0 0 none

Recent validation runs

StartedStatusSummaryLatencyChecks
May 04, 2026 06:46:16 AM UTC Completed Failing 2437.7 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 04, 2026 06:40:51 AM UTC Completed Failing 2388.7 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 04, 2026 06:38:06 AM UTC Completed Failing 2022.9 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 04, 2026 06:34:18 AM UTC Completed Failing 2420.3 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 04, 2026 06:28:40 AM UTC Completed Failing 1751.0 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 04, 2026 06:27:49 AM UTC Completed Failing 1945.5 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 04, 2026 06:26:33 AM UTC Completed Failing 2449.9 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 04, 2026 06:22:30 AM UTC Completed Failing 2122.2 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 04, 2026 05:59:25 AM UTC Completed Failing 2710.0 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 04, 2026 05:54:55 AM UTC Completed Failing 2413.2 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe